DATA ENGINEERING

Azure Synapse Data Quality Framework

An enterprise needed automated data quality testing for tables in Azure Synapse Analytics, with configurable test conditions and comprehensive validation.

Test Types6+
CloudAzure
ConfigExternal CSV
THE CHALLENGE

An enterprise needed automated data quality testing for tables in Azure Synapse Analytics, with configurable test conditions and comprehensive validation.

OUR APPROACH

Developed a Python framework using Great Expectations for configurable schema validation, null checks, duplicate detection, data type validation, and row count anomaly detection.

RESULTS

Project Outcome

Delivered a configurable data quality testing framework that automates validation of Azure Synapse tables, catching data issues before they impact downstream analytics.

6+
Test Types
Azure
Cloud
External CSV
Config
TECHNOLOGY

Built With

PythonAzure SynapseGreat ExpectationsPandasSQL
Data EngineeringAzureData Quality
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